| Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation | Jan 23, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| A Broader Study of Cross-Domain Few-Shot Learning | Dec 16, 2019 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation | Jun 9, 2025 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | —Unverified | 0 |
| FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning | May 13, 2025 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining | Apr 30, 2025 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping | Apr 9, 2025 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation | Mar 27, 2025 | Cross-Domain Few-ShotSegmentation | —Unverified | 0 |
| From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning | Mar 8, 2025 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| Dual-Agent Optimization framework for Cross-Domain Few-Shot Segmentation | Jan 1, 2025 | Cross-Domain Few-ShotDomain Adaptation | —Unverified | 0 |
| Generalizable Object Keypoint Localization from Generative Priors | Jan 1, 2025 | Cross-Domain Few-ShotImage Generation | —Unverified | 0 |
| Reconstruction Target Matters in Masked Image Modeling for Cross-Domain Few-Shot Learning | Dec 26, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Task-Specific Preconditioner for Cross-Domain Few-Shot Learning | Dec 20, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Enhancing Masked Time-Series Modeling via Dropping Patches | Dec 19, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning | Dec 12, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting | Dec 1, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning | Nov 3, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Towards Cross-domain Few-shot Graph Anomaly Detection | Oct 11, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation | Oct 1, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 0 |
| TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation | Sep 9, 2024 | Cross-Domain Few-ShotImage Segmentation | —Unverified | 0 |
| DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition | Jul 8, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 |
| Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition | Jul 8, 2024 | Autonomous DrivingCross-Domain Few-Shot | —Unverified | 0 |
| Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting | Jun 24, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Contextual Interaction via Primitive-based Adversarial Training For Compositional Zero-shot Learning | Jun 21, 2024 | AttributeCompositional Zero-Shot Learning | CodeCode Available | 0 |
| APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation | Jun 12, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | —Unverified | 0 |
| Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models | Jun 3, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 |
| Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition | May 30, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 |
| MOKD: Cross-domain Finetuning for Few-shot Classification via Maximizing Optimized Kernel Dependence | May 29, 2024 | Cross-Domain Few-Shot | CodeCode Available | 0 |
| MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation | Apr 30, 2024 | Cross-Domain Few-ShotLanguage Modelling | CodeCode Available | 0 |
| A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset (MedIMeta) | Apr 24, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Cross-domain Multi-modal Few-shot Object Detection via Rich Text | Mar 24, 2024 | Cross-Domain Few-ShotDomain Adaptation | CodeCode Available | 0 |
| Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes | Jan 29, 2024 | Cross-Domain Few-ShotFew-Shot Image Classification | CodeCode Available | 0 |
| Cross-Domain Few-Shot Learning via Adaptive Transformer Networks | Jan 25, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning | Dec 18, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| DARNet: Bridging Domain Gaps in Cross-Domain Few-Shot Segmentation with Dynamic Adaptation | Dec 8, 2023 | Cross-Domain Few-ShotSegmentation | —Unverified | 0 |
| Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning | Dec 6, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Multi-level Relation Learning for Cross-domain Few-shot Hyperspectral Image Classification | Nov 2, 2023 | ClassificationContrastive Learning | CodeCode Available | 0 |
| Adaptive Semantic Consistency for Cross-domain Few-shot Classification | Aug 1, 2023 | ClassificationCross-Domain Few-Shot | CodeCode Available | 0 |
| Mutually Guided Few-shot Learning for Relational Triple Extraction | Jun 23, 2023 | Cross-Domain Few-ShotDecoder | CodeCode Available | 0 |
| Few-shot Class-incremental Learning for Cross-domain Disease Classification | Apr 12, 2023 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| A Survey of Deep Visual Cross-Domain Few-Shot Learning | Mar 16, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey | Mar 15, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning | Jan 19, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification | Jan 1, 2023 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| Task-aware Adaptive Learning for Cross-domain Few-shot Learning | Jan 1, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Cap2Aug: Caption guided Image to Image data Augmentation | Dec 11, 2022 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation | Dec 5, 2022 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 |
| Rationale-Guided Few-Shot Classification to Detect Abusive Language | Nov 30, 2022 | Abusive LanguageClassification | CodeCode Available | 0 |
| Cross-domain Few-shot Segmentation with Transductive Fine-tuning | Nov 27, 2022 | Cross-Domain Few-Shot | —Unverified | 0 |
| TGDM: Target Guided Dynamic Mixup for Cross-Domain Few-Shot Learning | Oct 11, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Cross-Domain Few-Shot Classification via Inter-Source Stylization | Aug 17, 2022 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
